Purchase Solution

Multiple regression analysis in SPSS

Not what you're looking for?

Ask Custom Question

To answer the following question, please use statistical software like SPSS. Data can be found in the attached excel sheet.

4. A mortgage department of a large bank is studying its recent loans. Of particular interest is how such factors as the value of the home (in thousands of dollars), education level of the head of the household, age of the head of the household, current monthly mortgage payment (in dollars), and gender of the head of the household (male =1, female = 0) relate to the family income. Are these variables effective predictors of the income of the household? A random sample of 25 is given in the excel sheet under the tab Question 4.

a. Determine the regression equation.
b. What is the value of R2? Comment on the value.
c. Conduct a global hypothesis test to determine whether any of the independent variables are different from zero.
d. Conduct individual hypothesis tests to determine whether any of the independent variables can be dropped.
e. If variables are dropped, recompute the regression equation and R^2.

Attachments
Purchase this Solution
Solution Summary

Step by step method for multiple regression analysis in SPSS is given in the answer.

Purchase this Solution
Free BrainMass Quizzes
Terms and Definitions for Statistics

This quiz covers basic terms and definitions of statistics.

Measures of Central Tendency

This quiz evaluates the students understanding of the measures of central tendency seen in statistics. This quiz is specifically designed to incorporate the measures of central tendency as they relate to psychological research.

Measures of Central Tendency

Tests knowledge of the three main measures of central tendency, including some simple calculation questions.

Know Your Statistical Concepts

Each question is a choice-summary multiple choice question that presents you with a statistical concept and then 4 numbered statements. You must decide which (if any) of the numbered statements is/are true as they relate to the statistical concept.

View More Free Quizzes
Related BrainMass Solutions

  • Regression model in SPSS for employee data

    240440 Multiple Regression model for employee data in SPSS Using the SPSS data file "employee data" answer the following questions.

  • Multiple regression analysis in SPSS..

    607931 Multiple regression analysis in SPSS.. Complete Smart Alex's Task #4 on p. 355 to perform a multiple regression analysis using the Supermodel.sav dataset from the Field text. You can follow the steps outlined on pp. 316-320 as a guide.

  • Understanding Linear Regressions

    For this Assignment, you test that assumptions for multiple linear regression have been met, use SPSS to create a multiple linear regression, evaluate results to determine whether the model is appropriate, and finally interpret the relationships uncovered

  • Multiple Regression Equation Development in SPSS

    583710 Multiple Regression Equation Development in SPSS Develop a hypothetical multiple regression (prediction) equation to predict something in your area of professional or personal interest. a.

  • Logistic Multiple Regression Analysis Using SPSS

    550895 Logistic Multiple Regression Analysis Using SPSS Thank you for your hard work on this - here is a note from a friend who is working on the same issue - he is referring to the SPSS input: The correct analysis was to run a hierarchical logistic

  • Simple Regressions and Multiple Regressions

    How is regression used to generate prediction equations in SPSS? How are prediction equations used to make predictions? What is multiple linear regression? How are predictions made using multiple linear regression equations?

  • multiple regression and chi-squared

    The data analysis method will be multiple regression. Multiple regression and chi-squared analysis is given in the solution. The solution examines the appropriate type of data collection to evaluate teen prostitution.

  • Logistic Forward Multiple Regression Analysis Using SPSS

    is comprised of a detailed explanation of Multiple Logistic regression analysis using SPSS.

  • Multiple Regression: Coding with SPSS

    546511 Multiple Regression: Coding with SPSS The data file contains 6 variables.

  • Regression Analysis in SPSS: Three Variables

    I need help with charting SPSS to finish this assignment Hello, Please see the attached files. Best, ~Chris Using three variables in a linear relationship, a regression analysis is charged using SPSS.

View More Related Solutions